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AI Regulatory Change Intelligence Dataset

Bill lifecycle tracking with momentum scores and jurisdiction contagion patterns

Publisher: Alerterra Intelligence | Version: 1.0 | Updated: March 2026

Overview

This dataset is part of the Alerterra Synthetic Intelligence Data Suite — 167 records across 28 fields, generated using domain-specific AI models trained on patterns from Alerterra's enterprise intelligence platform.

100% synthetic — zero PII, zero real entity data. Safe for AI/ML model training, system testing, compliance demonstrations, and analyst training.

Use Cases

  • Train regulatory prediction models on bill lifecycle patterns
  • Test compliance monitoring systems against realistic regulatory changes
  • Analyze jurisdiction contagion patterns for strategic planning
  • Build regulatory impact scoring engines
  • Support policy analysis and advocacy strategy

Dataset Structure

Metric Value
Records 167
Fields 28
Formats CSV, JSON, Parquet
Update Frequency Monthly

Fields

Field Type Description
change_id object Change Id
title object Title
summary object Summary
jurisdiction object Jurisdiction
jurisdiction_level object Jurisdiction Level
framework object Framework
status object Status
severity object Severity
impact_score float64 Impact Score
affected_ai_categories object Affected Ai Categories
affected_industries object Affected Industries
compliance_deadline object Compliance Deadline
enforcement_start_date object Enforcement Start Date
key_requirements object Key Requirements
penalties object Penalties
max_penalty_usd float64 Max Penalty Usd
max_penalty_revenue_pct float64 Max Penalty Revenue Pct
momentum_score float64 Momentum Score
contagion_probability float64 Contagion Probability
related_jurisdictions object Related Jurisdictions
advocacy_pressure_score float64 Advocacy Pressure Score
industry_opposition_score float64 Industry Opposition Score
source_type object Source Type
source_url object Source Url
published_date object Published Date
last_updated object Last Updated
ai_analysis_summary object Ai Analysis Summary
remediation_steps object Remediation Steps

Sample Data

This repository contains a free sample (100 records). The full dataset and monthly refresh subscriptions are available at alerterra.com.

Pricing

Tier Details
Sample Free (100 records)
Standard $2,000 (3K changes, one-time)
Professional $8,000/year (monthly refresh)
Enterprise $15,000-$50,000/year (custom jurisdictions, API)

Methodology

Generated using Claude AI with domain-specific context injection encoding Alerterra's intelligence platform expertise (Vigila, Tradana, Gradara, Condura, Scrutera, RegSeal). Every dataset undergoes automated statistical validation, correlation analysis, and domain-specific business rule checks.

Citation

@dataset{alerterra_regulatory_changes_2026,
  title = {AI Regulatory Change Intelligence Dataset},
  author = {Alerterra Intelligence},
  year = {2026},
  publisher = {Hugging Face},
  url = {https://huggingface.co/datasets/alerterra/regulatory_changes}
}

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